Embodiments of the present invention provide a method, system and computer program product for discovering new features in an application graphical user interface (GUI). The method can include determining a correspondence between a GUI element in a GUI for a computing application and a new feature for the computing application, annotating the GUI element with a new feature indicia, and removing the new feature indicia once the GUI element has been accessed.